← all emotions

Helplessness

Best adapter: rank 16, checkpoint seen 5000 · EmoNet-z +2.07 (baseline 0.282) · blend 0.547 · genu 0.26 · speaker-sim 0.119.

Instruction prompt: GENERAL: A voice that is adult, with extremely carrying desperation and genuine in delivery. SCRIPT:

Five neutral sentences, each in English / Deutsch / Français, no reference vs with emotion reference (a same-emotion training clip supplies the voice; the prompt applies the emotion).

Each cell = 5 seeds. We show mean±std of the emotion score and play the highest and lowest seed (top = strongest emotion, bottom = weakest), since a fixed seed pins the sampling and single clips vary.

Sentence 1

English
Deutsch
Français
no reference
z mean -0.41 ±0.52 · bl 0.5 · gn 0.2
▲ high +0.60
▼ low -0.80
z mean -0.76 ±0.05 · bl 0.5 · gn 0.2
▲ high -0.66
▼ low -0.80
z mean +0.26 ±0.73 · bl 0.7 · gn 0.2
▲ high +0.97
▼ low -0.80
with emo reference
z mean -0.80 ±0.00 · bl 0.2 · gn 0.3
▲ high -0.80
▼ low -0.80
z mean -0.08 ±0.65 · bl 0.5 · gn 0.2
▲ high +0.92
▼ low -0.80
z mean -0.50 ±0.57 · bl 0.5 · gn 0.1
▲ high +0.65
▼ low -0.80

Sentence 2

English
Deutsch
Français
no reference
z mean -0.80 ±0.00 · bl 0.5 · gn 0.1
▲ high -0.80
▼ low -0.80
z mean -0.80 ±0.00 · bl 0.6 · gn 0.2
▲ high -0.80
▼ low -0.80
z mean +0.53 ±0.47 · bl 0.7 · gn 0.3
▲ high +1.29
▼ low -0.13
with emo reference
z mean -0.80 ±0.00 · bl 0.5 · gn 0.3
▲ high -0.79
▼ low -0.80
z mean -0.79 ±0.01 · bl 0.5 · gn 0.2
▲ high -0.78
▼ low -0.80
z mean +1.17 ±0.63 · bl 0.6 · gn 0.3
▲ high +2.08
▼ low +0.24

Sentence 3

English
Deutsch
Français
no reference
z mean -0.43 ±0.71 · bl 0.4 · gn 0.1
▲ high +1.00
▼ low -0.80
z mean +0.14 ±0.32 · bl 0.5 · gn 0.2
▲ high +0.48
▼ low -0.38
z mean +0.05 ±0.28 · bl 0.7 · gn 0.2
▲ high +0.38
▼ low -0.46
with emo reference
z mean -0.80 ±0.00 · bl 0.1 · gn 0.2
▲ high -0.80
▼ low -0.80
z mean -0.08 ±0.43 · bl 0.4 · gn 0.2
▲ high +0.40
▼ low -0.78
z mean +0.02 ±0.38 · bl 0.6 · gn 0.2
▲ high +0.26
▼ low -0.73

Sentence 4

English
Deutsch
Français
no reference
z mean -0.44 ±0.72 · bl 0.4 · gn 0.2
▲ high +0.99
▼ low -0.80
z mean -0.80 ±0.00 · bl 0.5 · gn 0.2
▲ high -0.80
▼ low -0.80
z mean -0.79 ±0.00 · bl 0.8 · gn 0.3
▲ high -0.79
▼ low -0.80
with emo reference
z mean +0.03 ±1.06 · bl 0.3 · gn 0.3
▲ high +2.00
▼ low -0.80
z mean -0.27 ±0.60 · bl 0.6 · gn 0.2
▲ high +0.47
▼ low -0.80
z mean -0.04 ±0.93 · bl 0.4 · gn 0.3
▲ high +1.17
▼ low -0.80

Sentence 5

English
Deutsch
Français
no reference
z mean -0.75 ±0.10 · bl 0.3 · gn 0.1
▲ high -0.56
▼ low -0.80
z mean -0.80 ±0.00 · bl 0.5 · gn 0.2
▲ high -0.80
▼ low -0.80
z mean -0.26 ±0.94 · bl 0.6 · gn 0.2
▲ high +1.60
▼ low -0.80
with emo reference
z mean -0.79 ±0.01 · bl 0.2 · gn 0.1
▲ high -0.76
▼ low -0.80
z mean -0.61 ±0.28 · bl 0.5 · gn 0.2
▲ high -0.06
▼ low -0.80
z mean -0.26 ±0.46 · bl 0.4 · gn 0.2
▲ high +0.26
▼ low -0.80